{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "divine-tattoo",
   "metadata": {},
   "source": [
    "## CIFAR10 Image Classification Production Deployment\n",
    "\n",
    "![cifar10](demo.png)\n",
    "\n",
    "We show an image classifier (CIFAR10) with associated outlier and drift detectors using a Pipeline.\n",
    "\n",
    " * The model is a tensorflow [CIFAR10](https://www.cs.toronto.edu/~kriz/cifar.html) image classfier \n",
    " * The outlier detector is created from the [CIFAR10 VAE Outlier example](https://docs.seldon.io/projects/alibi-detect/en/stable/examples/od_vae_cifar10.html).\n",
    " * The drift detector is created from the [CIFAR10 KS Drift example](https://docs.seldon.io/projects/alibi-detect/en/stable/examples/cd_ks_cifar10.html)\n",
    " \n",
    "### Model Training (optional for notebook)\n",
    "\n",
    "To run local training run the [training notebook](train.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "experienced-richmond",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-30 15:39:28.732453: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
      "2023-06-30 15:39:28.732465: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "from typing import Dict, List\n",
    "import numpy as np\n",
    "import os\n",
    "import tensorflow as tf\n",
    "from alibi_detect.utils.perturbation import apply_mask\n",
    "from alibi_detect.datasets import fetch_cifar10c\n",
    "import matplotlib.pyplot as plt\n",
    "tf.keras.backend.clear_session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "painted-cooler",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50000, 32, 32, 3) (50000, 1) (10000, 32, 32, 3) (10000, 1)\n"
     ]
    }
   ],
   "source": [
    "train, test = tf.keras.datasets.cifar10.load_data()\n",
    "X_train, y_train = train\n",
    "X_test, y_test = test\n",
    "\n",
    "X_train = X_train.astype('float32') / 255\n",
    "X_test = X_test.astype('float32') / 255\n",
    "print(X_train.shape, y_train.shape, X_test.shape, y_test.shape)\n",
    "classes = (\n",
    "    \"plane\",\n",
    "    \"car\",\n",
    "    \"bird\",\n",
    "    \"cat\",\n",
    "    \"deer\",\n",
    "    \"dog\",\n",
    "    \"frog\",\n",
    "    \"horse\",\n",
    "    \"ship\",\n",
    "    \"truck\",\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "unexpected-craps",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50000, 32, 32, 3)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outliers = []\n",
    "for idx in range(0,X_train.shape[0]):\n",
    "    X_mask, mask = apply_mask(X_train[idx].reshape(1, 32, 32, 3),\n",
    "                                  mask_size=(14,14),\n",
    "                                  n_masks=1,\n",
    "                                  channels=[0,1,2],\n",
    "                                  mask_type='normal',\n",
    "                                  noise_distr=(0,1),\n",
    "                                  clip_rng=(0,1))\n",
    "    outliers.append(X_mask)\n",
    "X_outliers = np.vstack(outliers)\n",
    "X_outliers.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "alternative-blocking",
   "metadata": {},
   "outputs": [],
   "source": [
    "corruption = ['brightness']\n",
    "X_corr, y_corr = fetch_cifar10c(corruption=corruption, severity=5, return_X_y=True)\n",
    "X_corr = X_corr.astype('float32') / 255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "sustainable-temple",
   "metadata": {},
   "outputs": [],
   "source": [
    "reqJson = json.loads('{\"inputs\":[{\"name\":\"input_1\",\"data\":[],\"datatype\":\"FP32\",\"shape\":[]}]}')\n",
    "url = \"http://0.0.0.0:9000/v2/models/model/infer\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "provincial-pixel",
   "metadata": {},
   "outputs": [],
   "source": [
    "def infer(resourceName: str, batchSz: int, requestType: str):\n",
    "    if requestType == \"outlier\":\n",
    "        rows = X_outliers[0:0+batchSz]\n",
    "    elif requestType == \"drift\":\n",
    "        rows = X_corr[0:0+batchSz]\n",
    "    else:\n",
    "        rows = X_train[0:0+batchSz]\n",
    "    for i in range(batchSz):\n",
    "        show(rows[i])\n",
    "    reqJson[\"inputs\"][0][\"data\"] = rows.flatten().tolist()\n",
    "    reqJson[\"inputs\"][0][\"shape\"] = [batchSz, 32, 32, 3]\n",
    "    headers = {\"Content-Type\": \"application/json\", \"seldon-model\":resourceName}\n",
    "    response_raw = requests.post(url, json=reqJson, headers=headers)\n",
    "    print(response_raw)\n",
    "    print(response_raw.json())\n",
    "    \n",
    "\n",
    "def show(X):\n",
    "    plt.imshow(X.reshape(32, 32, 3))\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "numerical-money",
   "metadata": {},
   "source": [
    "### Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "close-people",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "apiVersion: mlops.seldon.io/v1alpha1\n",
      "kind: Model\n",
      "metadata:\n",
      "  name: cifar10\n",
      "spec:\n",
      "  storageUri: \"gs://seldon-models/triton/tf_cifar10\"\n",
      "  requirements:\n",
      "  - tensorflow\n",
      "---\n",
      "apiVersion: mlops.seldon.io/v1alpha1\n",
      "kind: Model\n",
      "metadata:\n",
      "  name: cifar10-outlier\n",
      "spec:\n",
      "  storageUri: \"gs://seldon-models/scv2/examples/mlserver_1.3.5/cifar10/outlier-detector\"\n",
      "  requirements:\n",
      "    - mlserver\n",
      "    - alibi-detect\n",
      "---\n",
      "apiVersion: mlops.seldon.io/v1alpha1\n",
      "kind: Model\n",
      "metadata:\n",
      "  name: cifar10-drift\n",
      "spec:\n",
      "  storageUri: \"gs://seldon-models/scv2/examples/mlserver_1.3.5/cifar10/drift-detector\"\n",
      "  requirements:\n",
      "    - mlserver\n",
      "    - alibi-detect\n"
     ]
    }
   ],
   "source": [
    "!cat ../../models/cifar10.yaml\n",
    "!echo \"---\"\n",
    "!cat ../../models/cifar10-outlier-detect.yaml\n",
    "!echo \"---\"\n",
    "!cat ../../models/cifar10-drift-detect.yaml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "assumed-bolivia",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{}\n",
      "{}\n",
      "{}\n"
     ]
    }
   ],
   "source": [
    "!seldon model load -f ../../models/cifar10.yaml\n",
    "!seldon model load -f ../../models/cifar10-outlier-detect.yaml\n",
    "!seldon model load -f ../../models/cifar10-drift-detect.yaml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "specified-observer",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;39m{}\u001b[0m\n",
      "\u001b[1;39m{}\u001b[0m\n",
      "\u001b[1;39m{}\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!seldon model status cifar10 -w ModelAvailable | jq .\n",
    "!seldon model status cifar10-outlier -w ModelAvailable | jq .\n",
    "!seldon model status cifar10-drift -w ModelAvailable | jq ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "interior-tokyo",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "apiVersion: mlops.seldon.io/v1alpha1\r\n",
      "kind: Pipeline\r\n",
      "metadata:\r\n",
      "  name: cifar10-production\r\n",
      "spec:\r\n",
      "  steps:\r\n",
      "    - name: cifar10\r\n",
      "    - name: cifar10-outlier\r\n",
      "    - name: cifar10-drift\r\n",
      "      batch:\r\n",
      "        size: 20\r\n",
      "  output:\r\n",
      "    steps:\r\n",
      "    - cifar10\r\n",
      "    - cifar10-outlier.outputs.is_outlier\r\n"
     ]
    }
   ],
   "source": [
    "!cat ../../pipelines/cifar10.yaml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "modified-weekly",
   "metadata": {},
   "outputs": [],
   "source": [
    "!seldon pipeline load -f ../../pipelines/cifar10.yaml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "mechanical-receptor",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\r\n",
      "  \"pipelineName\": \"cifar10-production\",\r\n",
      "  \"versions\": [\r\n",
      "    {\r\n",
      "      \"pipeline\": {\r\n",
      "        \"name\": \"cifar10-production\",\r\n",
      "        \"uid\": \"cifeii2ufmbc73e5insg\",\r\n",
      "        \"version\": 1,\r\n",
      "        \"steps\": [\r\n",
      "          {\r\n",
      "            \"name\": \"cifar10\"\r\n",
      "          },\r\n",
      "          {\r\n",
      "            \"name\": \"cifar10-drift\",\r\n",
      "            \"batch\": {\r\n",
      "              \"size\": 20\r\n",
      "            }\r\n",
      "          },\r\n",
      "          {\r\n",
      "            \"name\": \"cifar10-outlier\"\r\n",
      "          }\r\n",
      "        ],\r\n",
      "        \"output\": {\r\n",
      "          \"steps\": [\r\n",
      "            \"cifar10.outputs\",\r\n",
      "            \"cifar10-outlier.outputs.is_outlier\"\r\n",
      "          ]\r\n",
      "        },\r\n",
      "        \"kubernetesMeta\": {}\r\n",
      "      },\r\n",
      "      \"state\": {\r\n",
      "        \"pipelineVersion\": 1,\r\n",
      "        \"status\": \"PipelineReady\",\r\n",
      "        \"reason\": \"created pipeline\",\r\n",
      "        \"lastChangeTimestamp\": \"2023-06-30T14:40:09.047429817Z\",\r\n",
      "        \"modelsReady\": true\r\n",
      "      }\r\n",
      "    }\r\n",
      "  ]\r\n",
      "}\r\n"
     ]
    }
   ],
   "source": [
    "!seldon pipeline status cifar10-production -w PipelineReady | jq -M ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6051a93f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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i1vU6PJs143UOZmZVI14ZME9X0u40idc/mJmNZ5PwbMdG0u43+oPwbHsVv2fNzFZCVciLW+2cZI3L8Gyexv9GM7Ob9FCar9/78/Bs986X0u7b0+fh2UT43Jt9M9UVCp4UAACOUAAAOEIBAOAIBQCAIxQAAI5QAAA4QgEA4AgFAIAjFAAAjlAAADhCAQDgwt1HYs2P1dU319+RJPHdqTBrZlam8T90Wmh9Q9ZrhUc7Ta3n5enpC23+afz3wGahdQh1duN9RtVA+11S5vGen9lyLO0uqmtp/qA/DM82N/G+ITOzdFaGZ5O1dn26o53w7LTUjvvZy/PwbBqvjvrdfCd+3GZm408/C8/udeLHbWY22hY6uybhr1kzM0uS+DlXZqN4UgAAOEIBAOAIBQCAIxQAAI5QAAA4QgEA4AgFAIAjFAAAjlAAADhCAQDgwu9f17XWc1HX31zNhQnVFZXYz5FZFp6dLhbS7kW1DM82+1vS7ump8Nq9mT3+bBOeTYq1tLu3itdFjEbSamv18vBs3oifbzOzRrxZwszMqmm8XmJRaL+/vvrt8/Ds+anWF5F04/UcnSJ+n5iZ7TTjf+eXZ0+l3f22VueRZ/H78Hz+StrdmMWPpWsjafdqEz+HeR7/PETxpAAAcIQCAMARCgAARygAAByhAABwhAIAwBEKAABHKAAAHKEAAHCEAgDAEQoAABfuPmo2BtJiqfsokVZbksT/QZIU0u4sD58SW5fagTc67fBs3dA6TUox35/89iY8m5fxPigzs3feOwrPFonWTZVP5uHZVkPb3Ui0c15t4v03N7OptPvyy3hvT1JpPVmDfrz76Hi3I+0+qOKf+2eLz6Xd0/JSmv/sVfxe6Sy174mHzfg577da0u4y/rVsVmmfzQieFAAAjlAAADhCAQDgCAUAgCMUAACOUAAAOEIBAOAIBQCAIxQAAI5QAAC48PvU62ojLa6qeMWA2HJhSRr/F5m4fJ2U4dlZEZ81MxvsHIRn86FYK3JzI80P01549unHp9LuLz79r/Dso3fj58TM7I2DeL3A/lb8bzQz63e1OoJqFf9NtZkLtS9m1hSqK5pN7V5p9+O7O0I1i5nZ9efPwrOra636o2o3pfnlLF5D0h3sSbuP7r4Vnt1p96XdUkOQUPkTxZMCAMARCgAARygAAByhAABwhAIAwBEKAABHKAAAHKEAAHCEAgDAEQoAAEcoAABcuPtotV5Ki6XuI7G/Q5lPUy331kURnp2s47NmZnl3Pzy7KbVz0s+3pfnvf/BmeHaydynt/uGPfxie/elPvpB2fzyMd/GMBl1p96Cr9fw0lI6aMv55MDOblPFereLeobR7rxO/V5rLibT7+dMX4dnJxY20OxO7qQaH8fPy6O1H0u67x/fDs9lC+55IhPKjLAt/hYfxpAAAcIQCAMARCgAARygAAByhAABwhAIAwBEKAABHKAAAHKEAAHCEAgDAhd+RTrKmuDj+qnaeZtLuqopXACSp9hr4WKjzGC9W0u7lebwuYlNrtQgHpXYOx7fz8OzFtVZz0Wh1wrN5oR13mcd3P3s9k3bbxa00nghVLlbH71kzs00nD88+eDSQdneb8TqPaqWdk8lmHZ7N9ofSbsu06pfWVvxeGexp57BKN+HZrY5Wn9IRPj9Zpn1+InhSAAA4QgEA4AgFAIAjFAAAjlAAADhCAQDgCAUAgCMUAACOUAAAOEIBAOAIBQCACxcDTWdTafGmLMKzC9N6YaZFvF9lU2l9KS9u4l0vF+uFtLsWepWaYs/LWaH1MD377OPwbH07kXYndfza15l27at1vG+oI/bCLGutJ6vM49eo0dG6w7aPjsOzRd6Sdp9exrusDgba7tGdB+HZsn0l7W6k2m/Yvd298Oxnj59Iu/fffD8+OxhJu9M8fq8kYm9c6P//vW8EAPy/RSgAAByhAABwhAIAwBEKAABHKAAAHKEAAHCEAgDAEQoAAEcoAAAcoQAAcOGyl/e/9W1p8dVmFp795Py5tPv85iI8uy5qaffrKt5PlDW0fqJBuxOeLZdal1F7uC3NH53cD8/ui51AtdB7NUniPVZmZrXQq3T5Ot5jZWZ2I/5GWrbivUA7x4fS7j969E549vRS6yX78nn887aVbEm77+zcCc+uLrXusF7Wlub7ST88ezmOf6eYmdWt+O7De/ek3c0kfh82Grm0O4InBQCAIxQAAI5QAAA4QgEA4AgFAIAjFAAAjlAAADhCAQDgCAUAgCMUAAAuqes61APx77/4VFq82sTrCyareLWEmdntOv56/GKzkXavi/hxjyc30u5lEa9oaHV60u5+f6jNJ/HX45OZdn2Wi/h83dZe07/dzMOzT169knaPxd9IryaT8OxwpF2fu3vx+Z//4pfS7kYeP+ffuR+vrTAz+/aDR+HZvNRqYjqJNt/sxmtlqkzbvdeL138cD7SqkHYzfn3anfjfaGZ2tD/42hmeFAAAjlAAADhCAQDgCAUAgCMUAACOUAAAOEIBAOAIBQCAIxQAAI5QAAA4QgEA4MLdR7/45a+lxY00C8+2Om1pd5LFs6yutU6TXOhAqSqtV2lTlPFZ8bhT0+aTND4fP+r/2Z3Er08q/i4pq/jRzNXeK/FYNqt4T5athVkzq7IqPDsWOrXMzJI6vvuB2Nl00NsOz3ZaTWl3noa+qtxGuf4trYOrET+FVgv3rJnZxeur8Oy//exn0u6//ru//doZnhQAAI5QAAA4QgEA4AgFAIAjFAAAjlAAADhCAQDgCAUAgCMUAACOUAAAuEZ08LNPP5IWd7ud8Gyea6+YJ2k8y/KG9ip9QziWTDgOM7NGI7670Qhfmt8dSxavFTEzM6GKIm+KFQDC35mIJRpprJXFzMz6iVaL0My1c5h1B+FZoVXEzMzKMn5eilKruRi/vg7PNjcraXcjic9npl2fTz7+RJr/0Y9+FJ59+OZDafc7b78Tnl1ttOtzdnERnn0tXMsonhQAAI5QAAA4QgEA4AgFAIAjFAAAjlAAADhCAQDgCAUAgCMUAACOUAAAOEIBAODCBTt1XUmLp9OpfDBRSRIvkklTrc9G2a3MmpmlQj9RQ+wyEqqMdELfkJnWTaWew/U63iOTiL95ev2+Nt/rxY9F/DvrSug+Wq+l3ddX8W6dXqct7V7MJuHZstK+U15dXErzo7398GwidqSdXb2OD2fafdgS7qsPvvMn0u4InhQAAI5QAAA4QgEA4AgFAIAjFAAAjlAAADhCAQDgCAUAgCMUAACOUAAAuHDNRafTkRZX4ivsCqUwQK4XUOo81JoLaVw7f3Upnm/hWNRzqNRiiA0alguVAWrFSblZSfOTcbxeQv08SGe8jldimJm1W7lwHGK9ze04PFuJ13442pLmd3d3wrNqjU+l3OOm/aHK7iz9/X/P8qQAAHCEAgDAEQoAAEcoAAAcoQAAcIQCAMARCgAARygAAByhAABwhAIAwBEKAACX1LXaPgMA+EPFkwIAwBEKAABHKAAAHKEAAHCEAgDAEQoAAEcoAAAcoQAAcIQCAMD9N07of+VzeXnkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Response [200]>\n",
      "{'model_name': '', 'outputs': [{'data': [1.45001495e-08, 1.2525752e-09, 1.6298458e-07, 0.11529388, 1.7431412e-07, 6.1856604e-06, 0.8846994, 6.0739285e-09, 7.437921e-08, 4.7317337e-09, 1.26449e-06, 4.8814868e-09, 1.5153439e-09, 8.490656e-09, 5.5131194e-10, 1.1617216e-09, 5.7729294e-10, 2.8839776e-07, 0.0006149016, 0.99938357, 0.888746, 2.5331951e-06, 0.00012967695, 0.10531583, 2.4284174e-05, 6.3332986e-06, 0.0016261435, 1.13079e-05, 0.0013286703, 0.0028091935, 2.0993439e-06, 3.680449e-08, 0.0013269952, 2.1766558e-05, 0.99841356, 0.00015300694, 6.9472035e-06, 1.3277059e-05, 6.1860555e-05, 3.4072806e-07, 1.1205097e-05, 0.99997175, 1.9948227e-07, 6.9880834e-08, 3.3387135e-08, 5.2603138e-08, 3.0352305e-07, 4.3738982e-08, 5.3243946e-07, 1.5870584e-05, 0.0006525102, 0.013322109, 1.480307e-06, 0.9766325, 4.9847167e-05, 0.00058075984, 0.008405659, 5.2234273e-06, 0.00023390084, 0.000116047224, 1.6682397e-06, 5.7737526e-10, 0.9975605, 6.45564e-05, 0.002371972, 1.0392675e-07, 9.747962e-08, 1.4484569e-07, 8.762438e-07, 2.4758325e-08, 5.028761e-09, 6.856381e-11, 5.9932094e-12, 4.921233e-10, 1.471166e-07, 2.7940719e-06, 3.4563383e-09, 0.99999714, 5.9420524e-10, 9.445026e-11, 4.1854888e-05, 5.041549e-08, 8.0302314e-08, 1.2119854e-07, 6.781646e-09, 1.2616152e-08, 1.1878505e-08, 1.628573e-09, 0.9999578, 3.281738e-08, 0.08930307, 1.4065135e-07, 4.1117343e-07, 0.90898305, 8.933351e-07, 0.0015637449, 0.00013868928, 9.092981e-06, 4.8759745e-07, 4.3976044e-07, 0.00016094849, 3.5653954e-07, 0.0760521, 0.8927447, 0.0011777573, 0.00265573, 0.027189083, 4.1892267e-06, 1.329405e-05, 1.8564688e-06, 1.3373891e-06, 1.0251247e-07, 8.651912e-09, 4.458202e-06, 1.4646349e-05, 1.260957e-06, 1.046087e-08, 0.9998946, 8.332438e-05, 3.900894e-07, 6.53852e-05, 3.012202e-08, 1.0247197e-07, 1.8824371e-06, 0.0004958526, 3.533475e-05, 2.739997e-07, 0.99939275, 4.840305e-06, 3.5346695e-06, 0.0005518078, 3.1597017e-07, 0.99902296, 0.00031509742, 8.07886e-07, 1.6366084e-06, 2.795575e-06, 6.112367e-06, 9.817249e-05, 2.602709e-07, 0.0004561966, 5.360607e-06, 2.8656412e-05, 0.000116040654, 6.881144e-05, 8.844774e-06, 4.4655946e-05, 3.5564542e-05, 0.006564381, 0.9926715, 0.007300911, 1.766928e-06, 3.0520596e-07, 0.026906287, 1.3769699e-06, 0.00027539674, 5.583593e-06, 3.792553e-06, 0.0003876767, 0.9651169, 0.18114138, 2.8360228e-05, 0.00019927241, 0.007685872, 0.00014663498, 3.9361137e-05, 5.941682e-05, 7.36174e-05, 0.79936546, 0.01126067, 2.3992783e-11, 7.6336457e-16, 1.4644799e-15, 1, 2.4652159e-14, 1.1786078e-10, 1.9402116e-13, 4.2408636e-15, 1.209294e-15, 2.9042784e-15, 1.5366902e-08, 1.2476195e-09, 1.3560152e-07, 0.999997, 4.3113017e-11, 2.8163534e-08, 2.4494727e-06, 1.3122828e-10, 3.8081083e-07, 2.1628158e-11, 0.0004926238, 6.9424555e-06, 2.827196e-05, 0.92534137, 9.500486e-06, 0.00036133997, 0.072713904, 1.2831057e-07, 0.0010457055, 2.8514464e-07], 'name': 'fc10', 'shape': [20, 10], 'datatype': 'FP32'}, {'data': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'name': 'is_outlier', 'shape': [1, 20], 'datatype': 'INT64', 'parameters': {'content_type': 'np'}}]}\n"
     ]
    }
   ],
   "source": [
    "infer(\"cifar10-production.pipeline\",20, \"normal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2ad198e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seldon.default.model.cifar10-drift.outputs\tcifeij8fh5ss738i5bp0\t{\"name\":\"is_drift\", \"datatype\":\"INT64\", \"shape\":[\"1\", \"1\"], \"parameters\":{\"content_type\":{\"stringParam\":\"np\"}}, \"contents\":{\"int64Contents\":[\"0\"]}}\r\n"
     ]
    }
   ],
   "source": [
    "!seldon pipeline inspect cifar10-production.cifar10-drift.outputs.is_drift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "featured-abortion",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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o96ePsy6rT5b9+3Z30u8bGmOMk8N+Ac7do6yb6t7tfsfT1586jXa/8OKz7dlvf/2ZaPeLB/2/KWOMcX7+sD17/36/q22MMXb3+tfz+OQs2n103O+PunPnNNrd4ZcCAEUoAFCEAgBFKABQhAIARSgAUIQCAEUoAFCEAgBFKABQ2jUXy7ffjhZfP/xZe/bN23vR7sdv9esFXhtZBcDTq35Onl5ktQgv7PWrJd4920a7P/ywv3uMMc7O+jUaH8yyY3m87Nd5/P2/k9WQ/PPXfq09++abb0a7P/rss2j+8nLZH15n53Bn2q90uBVen+d221/7cXrQr8QYY4z1pH9fvf/x/4p2v/Hj7G/Q5PigPXty7+lo997ZSX82OI4xxjh76k57NvvW9/ilAEARCgAUoQBAEQoAFKEAQBEKABShAEARCgAUoQBAEQoAFKEAQGmXoNz7RtZP9PYPL9qzP726He0ek37Xy5v/9t9Fqx9t+l0v002/52WMMc4Xm/bs+rl70e7FR1kLyteP++fwl39pEu3+1//tUXv2T37v30S7f2vV7xt6/tN+B9MYY4x5v29ojDHGqn89xzLoSRpjjG3/el7Ns+vz4Tv327NvfvButPvj5cP27OXxItq9/9Lz0fzZC6ft2Z2zrJ9ou9/vj9q71e9JGmOM2W7/b+3mBp7r/VIAoAgFAIpQAKAIBQCKUACgCAUAilAAoAgFAIpQAKAIBQCKUACgtAs87r6a9Y58eP5ee/b1t4MOmTHGT37S73q5/OQPo92fLl9pzy4mh9Hu5fa8Pbt+90G0+7mPfxzNJybjqWj+9df/env2jX/1L6Ld7/6XP2rPPn+ZdVONSfiMNN/pz+5mvUrvT6/as29cX0a73570z8vFs0fR7uNv/3J79pnXvhXt3r2bdaRtp/3rs51l/VHHR/3zsn9yHO1ejf69MhnZcXf4pQBAEQoAFKEAQBEKABShAEARCgAUoQBAEQoAFKEAQBEKAJR2zcXx2d1o8dPPvNCe/eztt6Ld/Rfpx9h8HK0eV6er9uz1dVYBsD7vVxesx83VVqS2IzuJP5l8vz37/Fu70e7zTXAfTvaj3eMqq4u4mPfrCP5o3r+vxhjjjVuL9uz5vVvR7sPXvtaevfvyq9HuO8/ea8/unmTfn8uR1eGst/35w+BajjHGLJifzbJn7200/ZfPLwUAilAAoAgFAIpQAKAIBQCKUACgCAUAilAAoAgFAIpQAKAIBQBKu/voYO8kWrzY63faLBc/inbvnTxpz27/brR6/MFkGUw/Fe0+3t5pz35zm3XOjO/3+4ZSm9dfj+b/dPJee/Y71z+Idv/4+qI9e+v4MNt9/lE0/8Plw/bsp6/2O4HGGOP2X/tue/a5116Mdp++2O+P2jnMvvezTb8T6Dos+ZnOd6L5+c5ee3a26HdNjTHGJHicXq+zzqakK2k6JtHu3k4A+L+EAgBFKABQhAIARSgAUIQCAEUoAFCEAgBFKABQhAIApV1zsVxfR4sfPOlXBhyeHkW7tzv9KorHm7No9/Gk/yr9h9s/jnav1+ft2c/W62j3+HtZ5Ubiavt+9g9mL7RH3/2dj6PVv/fHj9uzb66zCoBPX30mmp9/53vt2Wdfei7a/dLJaXv2TjA7xhjTxXF79lH43Phw0r9vd+bZ7qO9rIpi9+CgPTtf9Csxxhhjb79foTKd9as/vgj8UgCgCAUAilAAoAgFAIpQAKAIBQCKUACgCAUAilAAoAgFAIpQAKC0u4+u1hfZ5sVle/T0br+LZYwxxtFue/TkehutPt70c/LeZhXtnq77PUwnm/alGWOMsTP6nU1jjDGZ9D/nVTA7xhh35v1uqt35t6Ld5y/3+2+u5lkf1DcOfymaP7t7qz17dJb1MB3t9+/b3f2sW+dy1e8nugq6jMYYY7PTvw+nO9k9PibZOUzm54usV2ka9TZtot1j9K/ndmR/3zr8UgCgCAUAilAAoAgFAIpQAKAIBQCKUACgCAUAilAAoAgFAEr7PfPpTvaq9u3bR+3Z7cHdaPd22c+ydVhzcWfd/5yb4HX0McaYTvv1HLOwtmIWVlFMp8H+sI1gvtOvubg1z87h8XG/EuX5xWm0+2i+H80fzvvXc7GXXc/lYf+8PD7IjvvROqm5yK7PwbxfF7E3y87JfNE/32OMMZn1j30yzb4/223yd+Xmnr0nI6z+aPBLAYAiFAAoQgGAIhQAKEIBgCIUAChCAYAiFAAoQgGAIhQAKEIBgDLZZiUeAHyF+aUAQBEKABShAEARCgAUoQBAEQoAFKEAQBEKABShAED5P1xnwhqI6leWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0x0f1ioZFo1oiImK9qb/Xf3TUKV2I2G7qVRSH3aa1+9H9O635SeOUT7s/HRrzvf8y4ubqujz76tXL1u7nL7/uHcuyfiw//tH3W7vnd+6UZ+uFGL83jOt/cbPp1XOsr+v1D58/+7y1++nz3vVZreuft5vr+rWMiHj18nV59mhc/pqNiIiL3Zvy7J//l//W2v1nP/rON854UgAgCQUAklAAIAkFAJJQACAJBQCSUAAgCQUAklAAIAkFAJJQACCVSzlWh0Nr8cnxvDw7njQ7hA71fqLp0Dvu8biek43R3x/Lyaw8u3hT722JiNi8WfbmG91Hu6PePzrMGvO7XrfOz3/28/Lsrz/9XWv39tA75xH1Xq0/ePSwtfnd27fLs4ubm9buxXV9/tXLi9bury9elGevN4vW7v2+d6+8aZyXF68vW7uno/r3yvmk1330xZdflWd/+/mT1u4KTwoAJKEAQBIKACShAEASCgAkoQBAEgoAJKEAQBIKACShAEAqv3/9tz//pLX43/7pH5dnT6f1+oeIiH295SKGGPV2H+rVBY+fPWvtvn79ujy7vOlVAOw2vQqAbaMy4Ac/+Li1++HDd8uzu87FjIhZoxLl3t1brd3HjRqSiIhpo51luerVkPzsF78sz15ev2ntXjSOZb3t3Ve7Rh3Om8ur1u7rRe8z8ebmujy7WPUqTs6m9eqKq8fPW7ufvbgoz662vRqfCk8KACShAEASCgAkoQBAEgoAJKEAQBIKACShAEASCgAkoQBAEgoApHKBx3bd6ylZvbkozy72vd6RQ9T7PoZxvaMkImK33ZRn/+aTv2vtvnx1UZ49nveOezo/as3PJuPy7H5T74OKiJhs6n1Gw67X3fLg3jvl2XHzJ8/1stkh1Jj/zWdftHZ3jn2oX8qIiNgN9eVXm15n08vGPX71pN4FFhFx1OgbiojYND7Lm13vHv/q+WV5drSsdzBFRGwbxzIadB8B8BYJBQCSUAAgCQUAklAAIAkFAJJQACAJBQCSUAAgCQUAUvm98fNpLz82ncqA2ai1e2i81z+e9I57PKu/Sn/v7llr99m8ftx3zk9au4fjeWv+/Khei7Hd1OsCIiI++dkvyrMXz1+2dr+4rtetbKNXXXB03OuLmDburePZrLV7PK7XF1ytFq3dX7x4UZ59ve7VXExG9XP46Nad1u71oncsV1f176D1snev7Bv31rDvfb8dRvX50eEf/ne9JwUAklAAIAkFAJJQACAJBQCSUAAgCQUAklAAIAkFAJJQACAJBQBSuein0zcUEbHd7Muzo+jt3m/qvSO7Zb0rJyJit633/JxN6j1JERGT6bQ8e3N13dq9uXjcmv98Ue+FOWy2rd3Dod7bM5vVz0lExDCqdzYdnfbuq3GvPiqWi/p5uXje6ydaburX52Z109rd+SV4e+j9blwt1+XZzVHv+rxZ9s7h1XV9fruvf19FRAyTej/RstEHFRFxWNTP+a3GcVR5UgAgCQUAklAAIAkFAJJQACAJBQCSUAAgCQUAklAAIAkFAJJQACCVy3suL563Fi+uLsqzT76c9XbfrMqz+119NiJival3tyxXvU6gQ6MTaDzudZqcndX7oCIiZrP674HJtNfdMmvMj3qVM7FpdFMtburXMiJiddnrm/q60We079X2xDvv1jueps1+oljVT/rquter1Lk+zxe969PpMoqI2Bzqn4lR9D5vu2jeuA2zRkfa+ND7DqrwpABAEgoAJKEAQBIKACShAEASCgAkoQBAEgoAJKEAQBIKAKRyzcXnv/1Va/FhV38NfLPtVTQMk/or6bPT+ivjERHDrL57NOq9Gn88rdd5nB2ftHYPQ+9Y9vv69Vkse6/SX1w1qigWvd2bXePaT3v31eFQP+6IiNNp/Ro9evRBa/eb69fl2VevXrV2b5b1/3O06V2f0aF+fV6vehUa6+ax7Bu1Ms2PT4z29T84bVbWHJ3UP5s3l1et3RWeFABIQgGAJBQASEIBgCQUAEhCAYAkFABIQgGAJBQASEIBgCQUAEjl7qPb00Vr8S7q/R2rfa/TpNPzsx2V/8WIiBjVT0m7L2W9XZVnL940e2EanUAR/b6pjvm0fg7n83ofVETEdFzvsjoe1btvIiJGjb6uiIjj4/r/eXQ6b+1+/qJxr7x609p9PBqXZ2fN343LZf2414fe+d4Pves5NLrJxuPe/zne14/l7qx+viMiri4vyrPX63pHVpUnBQCSUAAgCQUAklAAIAkFAJJQACAJBQCSUAAgCQUAklAAINXf0z9sWouHcf018KFZc3FovL6+W/dejd/s6vUPvZfXI0ZDPYO34972Ydqrizg9rtcuzBrHHRExNI69V3QQsd/Xr89hU69ciIgYr3pVLutx/RzeLK5buy8v69UV+03v8zNu1C5cX/XqVg6H+uftUG8siYiIffNmGcaN74ne6jhu1GLM1r378OvLp+XZ68Nnrd0VnhQASEIBgCQUAEhCAYAkFABIQgGAJBQASEIBgCQUAEhCAYAkFABI5e6j16t1a/F8Wq9V2g71jpKIiMmkvns+6RWsDEN997jZCTQZ6p0z42b30X7aO5ZOD9O+WTqz3da7eDaNLqOIiMWm0X207HUZjS+vWvMxql+j4/WytbrTZzRpdIFFRNxc1Y9ltO11h3VsJm9vd0TEqnEOZ6Pe98RsWr/2L7561tq9Pfx1efZs1PtervCkAEASCgAkoQBAEgoAJKEAQBIKACShAEASCgAkoQBAEgoApHKnw3R+1NvcqAA4mvWyqVMvsW3mXmd66LU/xGhff61/tK+/oh8RMR316iJ2neqKdW/3fr0pz66a9SkXjeqKNzc3rd2zF71ajFjVz8v07F5r9WbZOIdXvXPYrcXoGBqVNcOu9wFaNj9v+1H98/agWRNzffWqPPvk+UVr9/k78/Ls0fBxa3eFJwUAklAAIAkFAJJQACAJBQCSUAAgCQUAklAAIAkFAJJQACAJBQDS6HA41AtCAPgXzZMCAEkoAJCEAgBJKACQhAIASSgAkIQCAEkoAJCEAgDp/wGWRxLnxLedMwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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aqxeLlTz73a/0GoqIiKPj37bm78/1c344Ns9haZzDuX5OIiJ+/Gc/lGd3Toz7JCIu3+j1AhERR8cv5dmL6cza/fqDXkVxO1tYu09/8bU8O7+8s3aXRw/04YG1OnZGxu6IKJZreXa8P/QOZqxXouwdezUXq+rH8uxtsbF2K3hTAAAkQgEAkAgFAEAiFAAAiVAAACRCAQCQCAUAQCIUAACJUAAAJEIBAJAIBQBAkruPWg0vP25nc3n26vy9tftwfizPjrp6P01ERPSMvpzmhbV651Df/Ud/+MfW7k8+/qfW/OOPPtGH76+t3bHSe34mV9613x3r/TcvP/+BtfvjB2+t+S9/+lfy7On1vbX71xe38uyq4/X2bLY78uyjx15vT+9AP5Z3t96177e8sqT2Vu8Fajb1rraIiN2TE3n2tvCOe1vpv7W3G69/TcGbAgAgEQoAgEQoAAASoQAASIQCACARCgCARCgAABKhAABIhAIAIBEKAIAk11wUraa1uD8YybPPfutTa3fZLPXhzdbaHUVlDDuzEY1mV55987OvrN3/5T/9Z2v+X//bfyPPHu56NQq99Vqevf3GrNC4WOmz33k1JI1m25o/GOh1EV9++Rtrd/H+Sp7d/+zQ2h2/87E82lsY5zsi2rVRLXF9Y+2+X3rP2/bhU3m20+5Zu5vG/9PHT43qnIjYf/FInj1/9bW1W8GbAgAgEQoAgEQoAAASoQAASIQCACARCgCARCgAABKhAABIhAIAIBEKAIBEKAAAktx9VA4G1uKi1vNmfnlj7Z5d3sqzo6XewxMRUa9n8uzt5Qdr9+tX38izrYZ8aSIi4uLr76z5//77/1We3Xnkdbcc7evdLQ/WtbW78d1beXY2mVi7x08PrPnzqX4fViOjrysilh8W8uzsXL+vIiLqUj+W3kzvMoqIOD7Yl2cPH3rnu+70rfn1Wj/2u9u5tXu00K9Pf8f77dx7uCfPXv/C+31T8KYAAEiEAgAgEQoAgEQoAAASoQAASIQCACARCgCARCgAABKhAABIhAIAIMldCkWn7W1eVvLoejq1VhdGA8Ts4sraXRV67cLk9sbafXn6rTz7+T9+ae3eefLCmn/zzW/k2Yu3Z9bub68u5NlluWPtflDq9+Fs7FVLfPnmlTX/6p1euVHs6PUPERGTB/qxrzZLa3d9s5Jnz41rGRGx3ur1D08O9TqUiIhWw/sfdm00QHz9y19buw8fP5dni4Z+viMi9oZdeba92Vq7FbwpAAASoQAASIQCACARCgCARCgAABKhAABIhAIAIBEKAIBEKAAAEqEAAEiEAgAgyS1CVa13GUVE3F7qnSnDodd/0+7ovTB3H7zultawKc/WofckRUQ8f/6xPPvpx16nybtvvX6ishzIs9/73hfW7mavkGfrld6VExGxa3QIfbjxrv3Pv31tzb++0/fXH95Yu5v7R/Jsu/B6lVr1UJ6d7M+s3dOJ3gd1P/V2P2zpz2ZERP+T35JnL95/sHZ/85d/Kc+++P5n1u4nu3vy7C/Nc6LgTQEAkAgFAEAiFAAAiVAAACRCAQCQCAUAQCIUAACJUAAAJEIBAJAIBQBAkmsuLs+9GoXrM70C4KOTl9buoVF18Obe+3z95vVv5NmTTz+3dpcP9OqC5en/tna//YuvrfmT8Qt5trnx6jz6hf7p/bqQb8GIiJhcXMuz1dKr0Nh/oNciRETMyo/k2fX93Nq9vNLn68o7h9O6K89++OwTa3f/SD/u4qsvrd1H4yfWfNHpy7Pn33xl7a7v7+XZ0qjOiYg4OtL/zk//yT+zdit4UwAAJEIBAJAIBQBAIhQAAIlQAAAkQgEAkAgFAEAiFAAAiVAAACRCAQCQCAUAQJJLUxq1lx/Hjx/Is93GzNq9uNV7mLoN77hvTy/l2bP6V9bup8+fyrPdJyfW7pN/+QNr/uH+sTx79fWptfv9r97Js8Nuz9q9M9Z7ZKqtd+0b87U1P9xs5dlJaa2Oi5G+e7ZZectv38qjx99dWat7+3q/V3t4YO3e7O5Y8++MfqIPb72OtFWt900t/vzn1u5n39vIsycf6x1mKt4UAACJUAAAJEIBAJAIBQBAIhQAAIlQAAAkQgEAkAgFAEAiFAAAiVAAACRCAQCQ9AKP0DtnIiLqlj6/tDZHRFHLowf7+9bqfozk2TfnesdPRMQPX+ldSd//Vz+wdm86+nFHRPzoJz+WZ4db79pvuvpttff4I2t33ziU5o3eHxQRUdcLa75xqB/MpPJ6lXYq/XpW7ba1eza502evO9buwVh/3pr73nGv5zfW/PLuWp49Onls7X5y8om++4XXT/TXf/Gn8uzxod4xFxHxuTDDmwIAIBEKAIBEKAAAEqEAAEiEAgAgEQoAgEQoAAASoQAASIQCACARCgCAJPcRbNZmZUA5lGfPLifW7m6hF2M83/c+A29UlTw76vat3dcLvZ7jNz/RKzEiIvaeenURb6438uzGOCcREWVbr0ZoVF7JSaPS/4/ZK7zrc7W6t+bHg648u9/ds3ZvK71CYzHzjnsx1J/lYtSzdo/3D+TZbaXfgxER06lXi1HX+vPWLrwql9FAvw8HDe/5GbT1+6q6u7V2K3hTAAAkQgEAkAgFAEAiFAAAiVAAACRCAQCQCAUAQCIUAACJUAAAJEIBAJAIBQBAkruPysHAWrwq9J6S69uptXu3p/eUrOZza/fk+lKevZ/cWLv3uiN5tlh4fSmv/vzH1vxORz+Wk0der9Ls7lyerbcLa3dV6/dVp5Bv74iI2Oub93i/lGfbofdBRURML/ROm956Ze1u9fTz0u7oPTwREf1S/zvXm8LaversW/Nbo7Orqr1ut/tb/R7/+vVra/fR0VN59vnjY2u3gjcFAEAiFAAAiVAAACRCAQCQCAUAQCIUAACJUAAAJEIBAJAIBQBAIhQAAEn+3v3Dm2+txd2dQ3n2wa5eFxAR8ejhQ3l2NfNqLtqhV2js9Xes3dHWd3f3vU/6m43amu8aFRClWQEQodcL1MXG2rww/s7W1vufpzfoWfNFpddLLG4m1u715F6eHe+Ord3lQK+iKBr6PRsRUbb0c150+tbu+cKr86haeo3Gul57x2I8bgf7B9buQ2N+2NFrX1S8KQAAEqEAAEiEAgAgEQoAgEQoAAASoQAASIQCACARCgCARCgAABKhAABIhAIAIMkFOP3h0Fo8HumdHKOB14ESLb235365sFZ3jN3NdtfaXRkdQvV6au0+3BtY872Wfuztudc5E4XefXS/8TpnLlb6sWymXq/SqNQ7gSIiqrV+bzU7XodQ70B/3mqjbygiotHSn82iofcHRUTUhX4sZc977rferRLbpn7ON0uvO6w/3pVnq9rrJ2obvxOruztrt4I3BQBAIhQAAIlQAAAkQgEAkAgFAEAiFAAAiVAAACRCAQCQCAUAQCIUAABJ7nTomjUXw+FYH/a+Ao/Fci7Pvrm/tnZPzvX5w8GOtXt8MJJnm3OvFuHs7NSa7w9Leba71WsrIiIalV4Vsu54VSGrlV4tcXN7Y+2uV17tQr/Uz2E51K99RMR6rZ/zouFdn45x3HXt7W61jQqNwqvQaLa8Z2KxXsqzw65+TiIihr2ePLuq9NqKiIimcV7qlf5bqOJNAQCQCAUAQCIUAACJUAAAJEIBAJAIBQBAIhQAAIlQAAAkQgEAkAgFAEAiFAAAqajruv77PggAwD8MvCkAABKhAABIhAIAIBEKAIBEKAAAEqEAAEiEAgAgEQoAgEQoAADS/wFNGWk+Nkrb2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1++V/Xem7P7u3du93ei1G0X793+v5pQAASIQCACARCgCARCgAABKhAABIhAIAIBEKAIBEKAAAEqEAAEiEAgAgEQoAgCQX/bz59D1rcTka5S2ztdorhjG6jCIiwulVqtwD1zuEqtbrG7rav7LmL2v92Kv6xNrdbPROqF+8+Mza/da7ep9RtfC6j8aps+an0HuBRrNXqTaaleqqtXaXpV4KVNZOw1PEYPQTVbV3vvvOO4fdTj+W8ZdeP1H56VGebbbe9SkWes9csXA/g349fikAABKhAABIhAIAIBEKAIBEKAAAEqEAAEiEAgAgEQoAgEQoAAASoQAASHIHRBkLb7PTRDHrdQH28sLcXeqvr3flg7W6D/21+9eHX1q7r25/Yc0PJ0/k2aa+sXaPj27l2d3uS2v3ybCRZ5vSqzhZhVdH0Bv3Vl+YNRez/n1tNeu1FRERzvTROI6IiAens2byKhrmwTuHzV7fv5pPrd3HRr/21dKrW6mchqD+YO1W8EsBAJAIBQBAIhQAAIlQAAAkQgEAkAgFAEAiFAAAiVAAACRCAQCQCAUAQCIUAADJKIdxyoxMpdfdEoWeZVOxt1b/8wf/IM++uP3M2l2f6X0p9+MLa/fJemnN9zcv9WPpvrJ230x6b1NRj9bu8eVanq30GquIiFitV9Z8U+jPRGd2H5WT3sO0mLyOp+j0zq67w7W3etRP+ngcrN3NwfucWG31+bPTN6zd92/qu/cv7qzdjXGrlP3X/72eXwoAgEQoAAASoQAASIQCACARCgCARCgAABKhAABIhAIAIBEKAIBEKAAAkvx+fB96RUNERJR6BYBboDGHXo1QxOztHhfy7GJxae0uC70C4OHmC2v3q9efWvNj97k8eyiurN1RNfLoen7bWn39XL9b5vsba/fTb22s+dm4tfrqYO2OQZ/vO7PmYtTrJYrGOyfnC71uZT14FTT1zqvFKO47eXZReeewfetNefbLO71WJCJiHPTjrlpqLgAA3yBCAQCQCAUAQCIUAACJUAAAJEIBAJAIBQBAIhQAAIlQAAAkQgEAkAgFAECSCz+68HpHHKPRZRQR8eq13sWzu7mxdp+u3pFnV6sLa/dU7OTZm8nrS/n4k4+s+fv2p/Js2XodNevqiTx7ubmwdp9f/p48+9Ov/s3a/cGPP7TmN++eyrPTSu+ziYjYtCfy7OOl3sMTEbFc6denbb3Os6m7k2ebo3dOxpfeM1FtW3l2OvHu8ZOTc3n29PGFtfv6+NyYpvsIAPANIhQAAIlQAAAkQgEAkAgFAEAiFAAAiVAAACRCAQCQCAUAQCIUAABJrrl4effKWvzV8y/l2f3Re8V8mvRX7xeT/qp7RERx1Os8Hh5urd2H4408uy4fWbt///H3rPkPXh3l2ePuC2v3anMpzz56oldFREQsint59um7ep1DRMR4d7Dmo9bvlXbh1cQ0rX7fNmbdSjT69RlCr2aJiFgvK/0w1tbquDq+tubnrpdnd51enRMRUReNPPvo6RvW7q7Tn83t1bW1W8EvBQBAIhQAAIlQAAAkQgEAkAgFAEAiFAAAiVAAACRCAQCQCAUAQCIUAACJUAAAJLn76D8++FdrcVHpeVOXXjb1vd5pcvPg9SrFvpNHG+N/jIhY1LM8uyzlSxMREeeX37LmzzZP5dmr1z+3dp/Ud/Js1ennOyLiNn6m7157vVcnZk9W1+h9Rk27snY78+cXz6zd9VLv4rneer1XDwe9m+rRemHtfvKt9635+x99Jc/OW6/3anujd8FdPH3H2n3+7E159v5ef9ZU/FIAACRCAQCQCAUAQCIUAACJUAAAJEIBAJAIBQBAIhQAAIlQAAAkQgEAkAgFAECSC3bm/YO1eN8d5dnB7L+ZplGeXS4aa/fyRO8nasvK2l0a/2dvdrHcb/XOmYiI4aD3R22O+mxExO31c/04zr3/s3jrRJ5t1971aUa9yygiYhtbfXjeWLvneS3PVpXXIVS1eq/WXOnPWkTEfeifE33v3bMXG68PbHWhn/Np5/2ffadf++3dlbW7PTuXZ9eXF9ZuBb8UAACJUAAAJEIBAJAIBQBAIhQAAIlQAAAkQgEAkAgFAEAiFAAAiVAAACT5vfHrVy+sxcWsvza+aFpr94kxv2i819fL0GsXhu3O2n18pb/uvn/92tq9u/JepW+MqoPLp29au6fmVJ59dbu3dhcnhTy7KCZrd91789Okf6eawtvdTXpdxJeHT63dzeWtPPsw31m7Dwe9ymXovVqRefSe5bNJ3z/vvbqVKPT6nP3kPZuj8V19fX5h7VbwSwEAkAgFAEAiFAAAiVAAACRCAQCQCAUAQCIUAACJUAAAJEIBAJAIBQBAIhQAAEkuwCkbr7tlWVTy7GLW+1IiIsq93jl0vPO6W7rDtTy7f+n1E3XGfLH1ulhqr0YmTt56W54tS/1aRkQ0p3o31Wa/tHavJ31+/OiVtXu60TuBIiJOG/2kT2u9sykiYjR27xY/s3b3b6zk2XazsXaf1fr1qUe9PygiYnrYWvN31/qzvNh6D9Ay9Os5eY9PPBz1rqTm0aW3XMAvBQBAIhQAAIlQAAAkQgEAkAgFAEAiFAAAiVAAACRCAQCQCAUAQCIUAABJrrnYhPeu9mxUURxub6zd+6uX8mx371UdzEfjVfputHbHQa/zKIfZWj1N3nzZ67Ulpfl/FkZFw7paeLtvH+TZ4Ysba3d98Kpchukoz06L3trdnOhVFG7HSXWr3+PLlVe3sgj9ehaDd9z9bm/Njy/0Yx8O3vPTGzU+c+lVnBz6e3129I5bwS8FAEAiFAAAiVAAACRCAQCQCAUAQCIUAACJUAAAJEIBAJAIBQBAIhQAAIlQAAAkufvo/uefWIv3r1/Ls/3VC2v39KB3g7ST19tzUumdJmXr9fZ0RrXO5FVNxWj2yMw7vUNour21dhcLvY9l0Xj/6N2La3m2MruM6oN3r1Sjfs7r0ux4OurnsNh61358rvcwlY3XrdMd9XNYmX1dTdlY88Wgdw6Nnd5LFhFxdOqMau+792DUZHXdlbVbwS8FAEAiFAAAiVAAACRCAQCQCAUAQCIUAACJUAAAJEIBAJAIBQBAIhQAAEmuufjyRx9Yi4vdTp71CgAiqu6o725aa/dsVBd0xcHaPa30DB5br/5hKLyKhrHTr08xnFq7+16/PvXa210e9fMybPXjiIiYzaqDYjZqGibvWMKo6KjCq4uYZv0cFsXS2j0P+v85Dd49Oxfmd1ij/WMcnd6KiOOkd1EUk3dfzYVe5zFPXpWLgl8KAIBEKAAAEqEAAEiEAgAgEQoAgEQoAAASoQAASIQCACARCgCARCgAABKhAABIxTw7BS4AgP/P+KUAAEiEAgAgEQoAgEQoAAASoQAASIQCACARCgCARCgAABKhAABI/w2WUPWorw914AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Response [200]>\n",
      "{'model_name': '', 'outputs': [{'data': [8.080701e-09, 2.3025173e-12, 2.2681688e-09, 1, 4.1828953e-11, 4.48467e-09, 3.216822e-08, 2.8404365e-13, 5.217064e-09, 3.3497323e-13, 0.96965235, 4.7030144e-06, 1.6964266e-07, 1.7355454e-05, 2.6667e-06, 1.9505828e-06, 1.1363079e-07, 3.3352034e-08, 0.030320557, 1.7086056e-07, 0.03725602, 6.8623276e-06, 7.5557014e-05, 0.00018132397, 2.2838503e-05, 0.000110639296, 2.3732607e-06, 2.1210687e-06, 0.9623351, 7.131072e-06, 0.999079, 4.207448e-09, 1.5788535e-08, 2.723756e-08, 2.6555508e-11, 2.1526697e-10, 2.7599315e-10, 2.0737433e-10, 0.0009210062, 3.0885383e-09, 6.665241e-07, 1.7765576e-09, 1.4911559e-07, 0.9765331, 1.9476123e-07, 2.8244015e-06, 0.023463126, 5.8030287e-09, 3.243206e-09, 1.12179785e-08, 4.4123663e-06, 4.7628927e-09, 1.1727273e-08, 0.9761534, 1.1409252e-08, 8.922882e-05, 0.023752932, 3.1563903e-08, 2.7916305e-09, 8.7746266e-10, 1.0166265e-05, 0.999703, 4.5408615e-05, 0.00022673907, 1.7365853e-07, 1.0147362e-06, 6.253448e-06, 2.9711526e-07, 7.811687e-07, 6.183683e-06, 0.86618125, 5.47548e-07, 0.00038408802, 0.013155022, 3.6916779e-06, 0.0006137024, 0.11965008, 3.6425424e-06, 6.7638084e-06, 1.2372367e-06, 1.9545263e-05, 1.1281859e-13, 1.6811868e-14, 0.9999777, 1.9805435e-11, 2.7563674e-06, 2.9651657e-09, 1.1363432e-12, 2.9902746e-13, 1.220973e-12, 2.9895918e-05, 3.4964305e-07, 1.1331837e-08, 1.7012125e-06, 3.6088227e-07, 3.035954e-08, 2.2102333e-06, 1.7414077e-08, 0.9999455, 1.9921794e-05, 0.9999999, 5.3446598e-11, 6.3188843e-10, 1.0956511e-07, 1.1538642e-10, 8.113561e-10, 4.7179572e-08, 1.4544753e-11, 5.490219e-08, 1.3347151e-10, 1.5363307e-07, 6.604881e-09, 2.424105e-10, 9.963063e-09, 3.9349533e-09, 1.5709017e-09, 7.705774e-10, 4.8085802e-08, 1.8885139e-05, 0.9999809, 7.147243e-08, 3.143131e-13, 2.1447092e-13, 0.00042652222, 6.945973e-12, 0.9995734, 6.174434e-09, 4.1128205e-11, 3.4031404e-13, 8.573159e-15, 1.2226405e-09, 2.3768018e-10, 2.822187e-07, 8.016278e-08, 4.0692296e-08, 6.8023346e-06, 2.3926754e-07, 0.9999925, 6.652648e-09, 7.743497e-09, 7.6360675e-06, 5.9386625e-09, 1.5675019e-09, 2.136716e-07, 1.3074002e-06, 3.700079e-10, 1.0984521e-09, 6.2138824e-08, 0.9609078, 0.03908287, 0.0008332255, 7.696685e-08, 2.4428939e-09, 7.186676e-05, 1.4520063e-09, 1.4521317e-08, 1.09093e-06, 1.2531165e-10, 0.9990938, 5.798501e-09, 5.785368e-05, 3.82365e-09, 7.404351e-08, 0.008338481, 8.048078e-10, 0.99157715, 1.1663455e-05, 1.4583546e-05, 8.3543476e-08, 3.274394e-08, 2.4682688e-05, 1.3951502e-09, 1.0260489e-08, 0.9998845, 1.9418138e-08, 8.667954e-07, 2.1851054e-07, 8.917964e-05, 4.4437223e-07, 1.1292918e-07, 4.5302792e-07, 5.631744e-08, 2.9086214e-08, 3.1013877e-07, 7.695681e-09, 2.1452344e-09, 1.1493902e-08, 6.1980093e-10, 0.99999917, 1.1436694e-08, 2.42685e-05, 8.557389e-08, 0.024081504, 0.0073837163, 4.8152968e-05, 5.128531e-07, 0.9684405, 9.630179e-08, 2.1060101e-05, 1.901065e-07], 'name': 'fc10', 'shape': [20, 10], 'datatype': 'FP32'}, {'data': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'name': 'is_outlier', 'shape': [1, 20], 'datatype': 'INT64', 'parameters': {'content_type': 'np'}}]}\n"
     ]
    }
   ],
   "source": [
    "infer(\"cifar10-production.pipeline\",20, \"drift\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "herbal-scratch",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seldon.default.model.cifar10-drift.outputs\tcifeimgfh5ss738i5bpg\t{\"name\":\"is_drift\", \"datatype\":\"INT64\", \"shape\":[\"1\", \"1\"], \"parameters\":{\"content_type\":{\"stringParam\":\"np\"}}, \"contents\":{\"int64Contents\":[\"1\"]}}\r\n"
     ]
    }
   ],
   "source": [
    "!seldon pipeline inspect cifar10-production.cifar10-drift.outputs.is_drift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1ec8c10c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Rh38q3d59xmo4m/W70u1iMJLySW8znM2LgfZYhDG4Ri3++8rMrLonnt+uaT+bEXxSAAA4SgEA4CgFAICjFAAAjlIAADhKAQDgKAUAgKMUAACOUgAAOEoBAODCMxeVUjhqZmabO/1wNh9qX9VuzDTC2VIa/zq6mdnK0kw4e+R4R7r9yfe/VUg/erMVZmaJMF3x0d+5SLr92i/+RH04YRfsiz/uO489ag/DzMzu+MbHw9lP3PylR+1xfPem90v5C849FM5mpaZ0u1Jqx7PViXS7PBxK+f6D8TeAOuOTCX9Od0sl6fbMUvw53713SbodwScFAICjFAAAjlIAADhKAQDgKAUAgKMUAACOUgAAOEoBAOAoBQCAoxQAAI5SAAC48KDRaKDtjszU4ltJSV3bBqmkWThb5PGsmVljNv5Ynvfi50m3f+t175LyigNtbT/q6kvimymfuemn0u3X3RR/LP9449ul28++9Inh7M9u/pF0+4OvfpqU//PXvyacnV4Xz5qZff0/4tlnnS+dtne974Ph7Lnnx59vMzPLa+HoRueodLovbqRtDuI/+0mhbbsNB9Nwtlto+2tFN/679ry2dDqETwoAAEcpAAAcpQAAcJQCAMBRCgAARykAABylAABwlAIAwFEKAABHKQAAXPi73dNirF2e5uFoksW/Mm5mlhWT+O1E+4p5vTYXzj7+idoEwG3fvDGcvfyKl0m3H+ho/05FkmjzAornvOwdUn4sTgYo3vDJW6X87V98bTh78e9+TLp9zTPjMySf/s66dPuV9z8kpO+Sbne7O+Fsvay9llltRcqvZ/Gf5UajLt2eaTXit8vx6Q8zs53+djibTbUZnwg+KQAAHKUAAHCUAgDAUQoAAEcpAAAcpQAAcJQCAMBRCgAARykAABylAABwlAIAwIW3j8y0faJpFt9KKldmpNt5Ft9VGpu2DbJ7fiGc/fYt/yDdvvb6m8NZdW+oEDeBvvq+V4az43/9tHS7cskrpLxCeV6K3g8etcdhpu0Zvffl50u3//QLd4az6mt//TWXh7PH775Huj3KBvFwpSTdzlMt39zXFMLatltaG4azdXGfaMHiu0rnPe5s6XYEnxQAAI5SAAA4SgEA4CgFAICjFAAAjlIAADhKAQDgKAUAgKMUAACOUgAAuPDMxXSqzS5Uy/GvpNfL2oSGpcLUQUn4qruZTceTcHZt7YR0W6FOF5idktIvfHN8uuLqC2+Ubn/pjmvC2SfHV0VkX//QR6T8W567T8q/+5bbhPQB6fbFT4o/h+okyodf9dRwNh9vSbdT4ffEdn9Tuj2uCRMaZtbaOwpne42OdHtnGp/FGPa0v72X5s4JZ3etLEm3I/ikAABwlAIAwFEKAABHKQAAHKUAAHCUAgDAUQoAAEcpAAAcpQAAcJQCAMBRCgAAF94+SpOadLhea4SzhWXS7WZjJp5t7ZJu9yfDcHapVZVuKxs1+vbRopiPKzfnpXxRnAxn1d2e3744/lhm5rXn5PipdSmfJGeHs+rr+Yxr49tU/5Tl0u077rornL3/uLZP1OnEf5ZHSU+6vXyu9jfsajv+O2hcaD/Lm2v9cLY6rEi3m6vxPaNBX3vtI/ikAABwlAIAwFEKAABHKQAAHKUAAHCUAgDAUQoAAEcpAAAcpQAAcJQCAMCFZy6qZa0/+qNROFuqN6Xb01J8cqM/GUi3S5X4HEGtGv8aveqW9/yBlH/+Wz8n5ZXZhWueGZ9zMDN7w0ueGs4+Vlzn+PLtW+HsX//Nc6Xbb/qzG6T8S88vhbN7xTmP+27/bDh73R9pr/0Vz94fzj70YPz5NjNLa/Gf5bnd8bkaM7PlxTkpnwzjkzXJhvY7aGEz/KvTVle0N/m+9r5w9t6fn5Bu//oLfnmGTwoAAEcpAAAcpQAAcJQCAMBRCgAARykAABylAABwlAIAwFEKAABHKQAAHKUAAHDhAY/dy1p/TNbXw9lBPpVu93rxbJHm0u1yOb5pMje3JN1WPOeKZ0n54i3xrRwzs/V//nw4e9WVV0q3n/maD4Wzh/4kMMbyP3z5y18LZ5NDV0i3lT0oM7NE2DN69eXae+Wzn43vGR0+KJ222UZ8O+zSi86Vbtdb8X2irJRJt/NJX8oPjsS3j9KdunR7ZaYVzl507uO02+3d4eyPj98v3Y7gkwIAwFEKAABHKQAAHKUAAHCUAgDAUQoAAEcpAAAcpQAAcJQCAMBRCgAARykAAFx46OfM/VXp8HwS3xK594i2aXLydHyjZpzHd17MzGZn49tHvf6WdPu5Z8ez5Se8RLptpuXf/vwnhrPXvu4PpdtvvGJPOPuBb52UbisezS0jM7N3vTT+HF71oiul24df9Pvh7BuTVen2bz4nnq+WtL8bR2Nha6xckW73RtpjGXfj95tT7fah/fH3+N492u7VkaPxn4n109rvzgg+KQAAHKUAAHCUAgDAUQoAAEcpAAAcpQAAcJQCAMBRCgAARykAABylAABw4U2HuQXtK+kD4evXCysl6bY1Z8LRtZMj6fRwPA5ny9U56fZll10Qzv79/T+Tbn/j+pdL+Sve9Plw9iOvuES6ff7jzg9ni2+ekG4rUxRXHtJmK77/l2+R8pde8+5wVp3QMHubmI9bW98MZ2dnm9LtJI3/nZlk2gxJtdyQ8rX40o5Vq9rvoAOHDoSzg77277z11p+Hsz+755R0O4JPCgAARykAABylAABwlAIAwFEKAABHKQAAHKUAAHCUAgDAUQoAAEcpAAAcpQAAcOHto3I9HDUzs/pcNZxdnNW6qTyI7xlVGlPp9vam8O/Mtcf9x5/5STj75pu0rZyr3/wFKb8ubB9ddNETpNt/8f5PhbNXXnWjdPuG1zwrnH3Vx74t3VYpe0bF5E7pdqsS34/aKbRtnbc9/3A4OxhPpNvz7fgeWFnYSTIzS8vx3ylmZn3LwtmTazvS7c1u/PZOb0u6/Z1/uTucPRmfmAvjkwIAwFEKAABHKQAAHKUAAHCUAgDAUQoAAEcpAAAcpQAAcJQCAMBRCgAAlxRF7Dvyd3zl96TDo81bw9m8PtRuZ/F5gWGvJt3u9uKzGN3tGe22kO92c+n2ZKjlG9VmOFuvVKTbeR6fIUnK2t8lw+E4nC2m2lRIkmiPpTkbn0Qpi//OaR5/7JVaSbq92dkIZzc2tPmHej0+RTG3uCTdHiXa1M6d950KZ+++84h0+8UvuCic3b1P+z3xqU9/L5zNSy3p9g9/cfqXZvikAABwlAIAwFEKAABHKQAAHKUAAHCUAgDAUQoAAEcpAAAcpQAAcJQCAMBRCgAAFx4TOfqgdnjUqYezreVMul1vTMLZ+VnptC0uxvdVur2+dLvTiec31+MbMv+Vl+JWmsb3cqaxeSyX58IO01TbbFL+iklSbfuoVNa2dQZ5/NEU2lvcKtP4ezzrx7eMzMzyQfx9mJe13atON357rL30trE9kPIP3Bv/oeis96Tb4178we+Z3yPdPu+s1XBWfEpC+KQAAHCUAgDAUQoAAEcpAAAcpQAAcJQCAMBRCgAARykAABylAABwlAIAwIW/159XdkmHJ9UnhbOj6Ui6nWZr4Wx9Xps6aC/H5zkWUm27YLE/DWc7Gw3pdmctPlthZjboxScd8kyb3LAi/rfGNIs/J2Zmw8EwnK1WtcddKmvP4c4w/tgH3fjjNjOrFONwtpW2pNvTdDucnUy06Y9aMz6JUq/UpNvtavw5MTM7x9rh7PkXNqXbj7ngwnD2wKFD0u0nPyU+FXL04a50O4JPCgAARykAABylAABwlAIAwFEKAABHKQAAHKUAAHCUAgDAUQoAAEcpAAAcpQAAcElRFPGxEgDA/2t8UgAAOEoBAOAoBQCAoxQAAI5SAAA4SgEA4CgFAICjFAAAjlIAALj/BKv+pN0CF9oAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Response [200]>\n",
      "{'model_name': '', 'outputs': [{'data': [6.3606867e-06, 0.0006106364, 0.0054279356, 0.6536454, 1.4738829e-05, 2.6104701e-06, 0.3397848, 1.3538776e-05, 0.0004458526, 4.807229e-05], 'name': 'fc10', 'shape': [1, 10], 'datatype': 'FP32'}, {'data': [1], 'name': 'is_outlier', 'shape': [1, 1], 'datatype': 'INT64', 'parameters': {'content_type': 'np'}}]}\n"
     ]
    }
   ],
   "source": [
    "infer(\"cifar10-production.pipeline\",1, \"outlier\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5fdefbc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Response [200]>\n",
      "{'model_name': '', 'outputs': [{'data': [1.45001495e-08, 1.2525752e-09, 1.6298458e-07, 0.11529388, 1.7431412e-07, 6.1856604e-06, 0.8846994, 6.0739285e-09, 7.43792e-08, 4.7317337e-09], 'name': 'fc10', 'shape': [1, 10], 'datatype': 'FP32'}, {'data': [0], 'name': 'is_outlier', 'shape': [1, 1], 'datatype': 'INT64', 'parameters': {'content_type': 'np'}}]}\n"
     ]
    }
   ],
   "source": [
    "infer(\"cifar10-production.pipeline\",1, \"ok\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aa10ca9",
   "metadata": {},
   "source": [
    "Use the seldon CLI to look at the outputs from the CIFAR10 model. It will decode the Triton binary outputs for us."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6e88dfda",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seldon.default.model.cifar10.outputs\tcifeiq8fh5ss738i5bqg\t{\"modelName\":\"cifar10_1\", \"modelVersion\":\"1\", \"outputs\":[{\"name\":\"fc10\", \"datatype\":\"FP32\", \"shape\":[\"1\", \"10\"], \"contents\":{\"fp32Contents\":[1.45001495e-8, 1.2525752e-9, 1.6298458e-7, 0.11529388, 1.7431412e-7, 0.0000061856604, 0.8846994, 6.0739285e-9, 7.43792e-8, 4.7317337e-9]}}]}\r\n"
     ]
    }
   ],
   "source": [
    "!seldon pipeline inspect cifar10-production.cifar10.outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "increased-zealand",
   "metadata": {},
   "outputs": [],
   "source": [
    "!seldon pipeline unload cifar10-production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "handled-continuity",
   "metadata": {},
   "outputs": [],
   "source": [
    "!seldon model unload cifar10\n",
    "!seldon model unload cifar10-outlier\n",
    "!seldon model unload cifar10-drift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "equipped-title",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
